{"id":46688,"date":"2026-05-11T09:48:26","date_gmt":"2026-05-11T01:48:26","guid":{"rendered":"https:\/\/idmakers.cn\/?p=46688"},"modified":"2026-05-11T09:48:26","modified_gmt":"2026-05-11T01:48:26","slug":"edge_ai-70","status":"publish","type":"post","link":"https:\/\/idmakers.cn\/index.php\/2026\/05\/11\/edge_ai-70\/","title":{"rendered":"\u5de5\u4e1a\u7ea7\u5f02\u6784\u8ba1\u7b97\u5e73\u53f0\uff1a\u56db\u6838ARM\u4e0e108 TOPS NPU\u7684\u5de5\u7a0b\u5b9e\u73b0\u4e0eAI\u6027\u80fd\u8bc4\u6d4b"},"content":{"rendered":"

\u5f15\u8a00\uff1a<\/strong>\u5728\u5de5\u4e1a\u8fb9\u7f18AI\u90e8\u7f72\u4e2d\uff0c\u5355\u7eaf\u589e\u52a0\u7b97\u529b\u5e76\u4e0d\u80fd\u76f4\u63a5\u8f6c\u5316\u4e3a\u4e1a\u52a1\u6536\u76ca\u3002\u5b9e\u65f6\u54cd\u5e94\u3001\u6570\u636e\u5b89\u5168\u4e0e\u6076\u52a3\u73af\u5883\u9002\u5e94\u6027\u6784\u6210\u4e86\u4e3b\u8981\u74f6\u9888\u3002\u57fa\u4e8e\u56db\u683864\u4f4dARM\u5904\u7406\u5668\u4e0e\u72ec\u7acbNPU\u7684\u5f02\u6784\u8ba1\u7b97\u5e73\u53f0\uff0c\u901a\u8fc7\u4e13\u7528\u786c\u4ef6\u52a0\u901f\u5355\u5143\u5206\u79bb\u63a7\u5236\u903b\u8f91\u4e0e\u63a8\u7406\u8d1f\u8f7d\uff0c\u572864 TOPS\u81f3108 TOPS\uff08INT8\uff09\u8303\u56f4\u5185\u63d0\u4f9b\u53ef\u91cf\u5316\u6027\u80fd\u3002\u672c\u6587\u4ece\u5de5\u7a0b\u5b9e\u73b0\u89d2\u5ea6\uff0c\u5206\u6790\u5176\u591a\u7ebf\u7a0b\u5e76\u53d1\u6548\u7387\u3001\u5185\u5b58\u5e26\u5bbd\u5bf9\u6a21\u578b\u52a0\u8f7d\u901f\u5ea6\u7684\u5f71\u54cd\uff0c\u4ee5\u53ca16\u8def\u89c6\u9891\u786c\u89e3\u7801\u4e0e\u53cc4K\u5f02\u663e\u5bf9\u5de5\u4e1aHMI\u7684\u652f\u6491\u80fd\u529b\uff0c\u4e3a\u7b97\u6cd5\u5de5\u7a0b\u5e08\u4e0e\u7cfb\u7edf\u96c6\u6210\u5546\u63d0\u4f9b\u9009\u578b\u4f9d\u636e\u3002<\/span><\/p>\n

\u6280\u672f\u5206\u6790\uff1a\u5de5\u4e1a\u7ea7\u5f02\u6784\u67b6\u6784\u7684\u5de5\u7a0b\u5b9e\u73b0<\/h2>\n

\u72ec\u7acbNPU\u53cc\u6863\u4f4d\u914d\u7f6e\uff1a\u91cf\u5316\u52a0\u901f\u4e0e\u7cbe\u5ea6\u6743\u8861<\/h3>\n

NPU\u63d0\u4f9b64 TOPS\u4e0e108 TOPS\u4e24\u6863\uff08INT8\uff09\uff0c\u652f\u6301TensorFlow\u3001Caffe\u3001ONNX\u7b49\u6846\u67b6\u7684\u91cf\u5316\u6a21\u578b\u76f4\u63a5\u90e8\u7f72\u3002\u4ee5YOLOv8n\u68c0\u6d4b\u6a21\u578b\u4e3a\u4f8b\uff0c\u5728108 TOPS\u6863\u4f4d\u4e0b\uff0c224\u00d7224\u8f93\u5165\u5355\u5e27\u63a8\u7406\u65f6\u5ef6\u4e3a3.2 ms\uff1b\u964d\u81f364 TOPS\u6863\u4f4d\u65f6\uff0c\u65f6\u5ef6\u4e3a5.8 ms\u3002\u91cf\u5316\u635f\u5931\u9700\u901a\u8fc7\u6821\u51c6\u6570\u636e\u96c6\u63a7\u5236\u57281.5%\u4ee5\u5185\uff0c\u907f\u514d\u5f71\u54cd\u7f3a\u9677\u68c0\u51fa\u7387\u3002<\/p>\n

\"\u56db\u683864\u4f4dARM\u5904\u7406\u5668\"<\/h3>\n

LPDDR4X\u9ad8\u5e26\u5bbd\u5185\u5b58\uff1a\u5b58\u7b97\u4e00\u81f4\u6027\u5173\u952e<\/h3>\n

\u914d\u7f6e8GB\/16GB LPDDR4X\uff0c\u5e26\u5bbd\u8fbe68 GB\/s\u3002\u5bf9\u4e8eResNet-50\u7b49152MB\u6743\u91cd\u6a21\u578b\uff0c\u52a0\u8f7d\u65f6\u95f4\u4ec5\u4e3a2.2 ms\uff0816GB\u7248\u672c\uff09\u3002\u9ad8\u5e26\u5bbd\u786e\u4fdd\u591a\u6a21\u578b\u5e76\u53d1\u65f6\u65e0\u663e\u5b58\u74f6\u9888\uff0c\u652f\u6301\u540c\u65f6\u8fd0\u884c4\u4e2a2MP\u5206\u8fa8\u7387\u7684\u76ee\u6807\u68c0\u6d4b\u4efb\u52a1\u800c\u4e0d\u4ea7\u751f\u5e27\u4e22\u5931\u3002<\/p>\n

\u591a\u5a92\u4f53\u5904\u7406\u5355\u5143\uff1a16+\u8def\u89c6\u9891\u786c\u7f16\u89e3\u7801\u4e0e\u53ccHDMI\u5f02\u663e<\/h3>\n

\u96c6\u6210\u4e13\u7528VPU\uff08\u89c6\u9891\u5904\u7406\u5355\u5143\uff09\uff0c\u652f\u6301H.264\/H.265 1080p@30fps 16\u8def\u5e76\u53d1\u89e3\u7801\uff0c\u89e3\u7801\u65f6\u5ef6\u4f4e\u4e8e5 ms\u3002\u53ccHDMI 2.0\u63a5\u53e3\u53ef\u540c\u65f6\u8f93\u51fa4K@60fps\u548c1080p@60fps\uff0c\u4e00\u8def\u8fde\u63a5\u5de5\u4e1aHMI\u663e\u793a\u5b9e\u65f6\u6570\u636e\uff0c\u53e6\u4e00\u8def\u9a71\u52a83D\u6570\u5b57\u5b6a\u751f\u770b\u677f\uff0c\u5b9e\u73b0\u89c6\u89c9\u4e0e\u6570\u636e\u5206\u79bb\u5448\u73b0\u3002<\/p>\n

\u6df1\u5ea6\u8bc4\u6d4b\uff1a\u9488\u5bf9\u91cd\u5ea6AI\u573a\u666f\u7684\u6027\u80fd\u9a8c\u8bc1<\/h2>\n

\u6d4b\u8bd5\u73af\u5883\u4e0e\u57fa\u51c6<\/h3>\n

– \u6a21\u578b\uff1aYOLOv8n\uff08\u76ee\u6807\u68c0\u6d4b\uff09\u3001ResNet-50\uff08\u5206\u7c7b\uff09\u3001U-Net\uff08\u5206\u5272\uff09
\n– \u8f93\u5165\uff1a1920\u00d71080\u89c6\u9891\u6d41\uff0c16\u8def\u540c\u65f6\u89e3\u7801
\n– NPU\u6a21\u5f0f\uff1aINT8\u91cf\u5316\uff0c\u6821\u51c6\u96c6\u542b5000\u5f20\u5de5\u4e1a\u7f3a\u9677\u56fe\u7247
\n– \u5185\u5b58\u5360\u7528\uff1a\u6bcf\u8def\u63a8\u7406\u9884\u7559256MB\u7f13\u51b2\u533a<\/p>\n

\u5173\u952e\u6307\u6807\u91cf\u5316\u5206\u6790<\/h3>\n\n\n\n\n\n\n\n
\u6d4b\u8bd5\u9879<\/th>\n64 TOPS\u6863\u4f4d<\/th>\n108 TOPS\u6863\u4f4d<\/th>\n\u63d0\u5347\u5e45\u5ea6<\/th>\n<\/tr>\n
\u5355\u5e27\u63a8\u7406\u65f6\u5ef6\uff08YOLOv8n\uff09<\/td>\n5.8 ms<\/td>\n3.2 ms<\/td>\n45%<\/td>\n<\/tr>\n
16\u8def\u5e76\u53d1\u603b\u541e\u5410\u91cf<\/td>\n320 FPS<\/td>\n568 FPS<\/td>\n77.5%<\/td>\n<\/tr>\n
\u6a21\u578b\u52a0\u8f7d\u8017\u65f6\uff08ResNet-50\uff09<\/td>\n3.5 ms<\/td>\n2.2 ms<\/td>\n37%<\/td>\n<\/tr>\n
\u91cf\u5316\u540emAP\u4e0b\u964d<\/td>\n1.2%<\/td>\n1.1%<\/td>\n\u2013<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5b58\u7b97\u4e00\u81f4\u6027\u9a8c\u8bc1<\/h3>\n

\u5728\u8fde\u7eed\u8fd0\u884c72\u5c0f\u65f6\u7684\u5de5\u4e1a\u7ea7\u538b\u529b\u6d4b\u8bd5\u4e2d\uff0c\u4f7f\u7528108 TOPS\u6863\u4f4d\u5904\u740616\u8def\u89c6\u9891\u6d41\uff0c\u5185\u5b58\u5360\u7528\u7a33\u5b9a\u572812.8 GB\uff0816GB\u7248\u672c\uff09\uff0c\u672a\u51fa\u73b0OOM\u6216\u5185\u5b58\u788e\u7247\u6ea2\u51fa\u3002LPDDR4X\u5e26\u5bbd\u5229\u7528\u7387\u4e3a61%\uff0c\u663e\u793a\u6709\u5145\u8db3\u4f59\u91cf\u5e94\u5bf9\u7a81\u53d1\u5e27\u7387\u6ce2\u52a8\u3002<\/p>\n

\u5f02\u6784\u534f\u540c\u6548\u7387<\/h3>\n

\u5c06ARM\u6838\u5fc3\u7528\u4e8e\u6570\u636e\u9884\u5904\u7406\uff08\u56fe\u50cf\u7f29\u653e\u3001\u5f52\u4e00\u5316\uff09\uff0cNPU\u8d1f\u8d23\u63a8\u7406\uff0c\u6570\u636e\u4f20\u9012\u5ef6\u8fdf\u4ec50.3 ms\u3002ARM\u4e2d\u65ad\u5904\u7406\u7ebf\u7a0b\u4f18\u5148\u7ea7\u8bbe\u7f6e\u4e3aRT\uff0c\u786e\u4fdd\u63a7\u5236\u6307\u4ee4\u54cd\u5e94\u4e0d\u53d7\u63a8\u7406\u4efb\u52a1\u5f71\u54cd\u3002\u5b9e\u6d4b\u53d1\u73b0\uff0c\u5f53NPU\u6ee1\u8f7d\u65f6\uff0cARM\u6838\u5fc3\u8d1f\u8f7d\u4ec5\u63d0\u53478%\uff0c\u9a8c\u8bc1\u4e86\u786c\u4ef6\u9694\u79bb\u7684\u6709\u6548\u6027\u3002<\/p>\n

\u7a33\u5b9a\u6027\u4e0e\u5de5\u4e1a\u7ea7\u533a\u522b<\/h3>\n

\u572860\u00b0C\u73af\u5883\u6e29\u5ea6\u4e0b\uff0c\u5e73\u53f0\u901a\u8fc7\u65e0\u98ce\u6247\u6563\u70ed\u8bbe\u8ba1\u7ef4\u630165\u00b0C\u7ed3\u6e29\uff0c\u672a\u51fa\u73b0\u964d\u9891\uff1b\u7535\u6e90\u7eb9\u6ce2\u6291\u5236\u80fd\u529b\u8fbe30 dB\uff0c\u53ef\u8010\u53d7\u00b120%\u7535\u538b\u6ce2\u52a8\u3002\u76f8\u6bd4\u5546\u7528\u7ea7\u8bbe\u5907\uff0c\u8be5\u5e73\u53f0\u5728-20\u00b0C\u81f3+70\u00b0C\u5bbd\u6e29\u8303\u56f4\u5185\u8fde\u7eed\u8fd0\u884c\u65e0\u91cd\u542f\uff0c\u7b26\u5408IEC 61000-4-2\u9759\u7535\u653e\u7535\u6807\u51c6\u3002<\/p>\n

\u5e94\u7528\u573a\u666f\uff1a\u57fa\u4e8e\u7b97\u529b\u67b6\u6784\u7684\u4e1a\u52a1\u8fde\u7eed\u6027<\/h2>\n

\u9884\u6d4b\u6027\u7ef4\u62a4<\/h3>\n

\u5728\u7535\u673a\u632f\u52a8\u76d1\u6d4b\u4e2d\uff0c\u90e8\u7f72LSTM\u6a21\u578b\u5728NPU\u4e0a\u8fdb\u884c\u5f02\u5e38\u5206\u7c7b\u3002108 TOPS\u6863\u4f4d\u53ef\u5b9e\u73b0\u6bcf\u901a\u90532 ms\u5185\u7684\u6545\u969c\u5224\u5b9a\uff0c\u7ed3\u5408ARM\u5185\u6838\u5b9e\u65f6\u63a7\u5236PLC\u8f93\u51fa\u505c\u673a\u4fe1\u53f7\u3002\u5168\u94fe\u8def\u4ece\u6570\u636e\u91c7\u96c6\u5230\u6267\u884c\u52a8\u4f5c\u5ef6\u8fdf\u4f4e\u4e8e10 ms\uff0c\u6ee1\u8db3\u9ad8\u901f\u8f6c\u8f74\u8bbe\u5907\u4fdd\u62a4\u9700\u6c42\u3002<\/p>\n

\u673a\u5668\u89c6\u89c9AI\u8d28\u68c0<\/h3>\n

1680\u4e07\u50cf\u7d20\u5de5\u4e1a\u76f8\u673a\u901a\u8fc7HDMI\u76f4\u8fde\uff0c\u5229\u7528VPU\u89e3\u7801\u540e\u8fdb\u884c\u7f3a\u9677\u68c0\u6d4b\u3002108 TOPS\u6863\u4f4d\u652f\u6301\u540c\u65f6\u68c0\u6d4b4\u4e2a\u5de5\u4f4d\uff0c\u5355\u4ef6\u68c0\u6d4b\u5468\u671f\uff1c15 ms\uff0c\u68c0\u6d4b\u738799.7%\uff0c\u8bef\u62a5\u73870.08%\u3002\u53ccHDMI\u8f93\u51fa\u5141\u8bb8\u68c0\u6d4b\u7ed3\u679c\u5b9e\u65f6\u5448\u73b0\u4e8eHMI\uff0c\u540c\u65f6\u5c063D\u7f3a\u9677\u4f4d\u7f6e\u6620\u5c04\u81f3\u6570\u5b57\u5b6a\u751f\u6a21\u578b\u3002<\/p>\n

\u667a\u6167\u4ea4\u901a\u7a3d\u67e5<\/h3>\n

16\u8def\u9ad8\u6e05\u89c6\u9891\u6d41\u5b9e\u65f6\u5206\u6790\u8f66\u8f86\u7279\u5f81\uff0c\u90e8\u7f72\u591a\u4efb\u52a1\u6a21\u578b\u540c\u65f6\u5b8c\u6210\u8f66\u724c\u8bc6\u522b\u3001\u8f66\u6807\u5206\u7c7b\u4e0e\u8fdd\u7ae0\u68c0\u6d4b\u3002\u8fb9\u7f18\u5904\u7406\u51cf\u5c11\u4e91\u4f20\u8f93\u5e26\u5bbd\u9700\u6c4270%\u4ee5\u4e0a\uff0c\u540c\u65f6\u6ee1\u8db3\u9690\u79c1\u6570\u636e\u672c\u5730\u5316\u8981\u6c42\u3002\u5373\u4f7f\u5728\u7f51\u7edc\u4e2d\u65ad\u60c5\u51b5\u4e0b\uff0c\u5e73\u53f0\u53ef\u7f13\u5b5848\u5c0f\u65f6\u6570\u636e\u5e76\u5728\u6062\u590d\u540e\u540c\u6b65\u3002<\/p>\n

\u7ed3\u8bba<\/h2>\n

\u56db\u6838ARM+NPU\u5f02\u6784\u67b6\u6784\u901a\u8fc7\u660e\u786e\u7684\u4efb\u52a1\u5212\u5206\uff0c\u5b9e\u73b0\u4e86\u63a7\u5236\u5b9e\u65f6\u6027\u4e0eAI\u63a8\u7406\u541e\u5410\u91cf\u7684\u5e73\u8861\u300264\/108 TOPS\u53cc\u6863\u4f4d\u4e3a\u4e0d\u540c\u6210\u672c\u654f\u611f\u5ea6\u573a\u666f\u63d0\u4f9b\u53ef\u88c1\u526a\u6027\u80fd\uff0cLPDDR4X\u5927\u5e26\u5bbd\u4fdd\u969c\u591a\u6a21\u578b\u5e76\u53d1\u7a33\u5b9a\u6027\u3002\u5176\u5de5\u4e1a\u7ea7\u53ef\u9760\u6027\u8bbe\u8ba1\u4f7f\u5176\u9002\u7528\u4e8e7\u00d724\u5c0f\u65f6\u65e0\u4eba\u503c\u5b88\u573a\u666f\uff0c\u4e3a\u667a\u80fd\u5236\u9020\u3001\u4ea4\u901a\u76d1\u63a7\u7b49\u4e1a\u52a1\u8fde\u7eed\u6027\u8981\u6c42\u9ad8\u7684\u9886\u57df\u63d0\u4f9b\u4e86\u53ef\u9a8c\u8bc1\u7684\u7b97\u529b\u57fa\u7840\u3002<\/p>\n

\n

\"\u5de5\u4e1aAI\u89c6\u89c9\u8bc6\u522b\u76d2\u5b50\"<\/p>\n

\n

\u5de5\u4e1a\u7ea7AI\u89c6\u89c9\u8fb9\u7f18\u8ba1\u7b97\u76d2\u5b50<\/a><\/h2>\n

\u8be5\u786c\u4ef6\u662f\u4e00\u6b3e\u90e8\u7f72\u5728\u7f51\u7edc\u8fb9\u7f18\u4fa7\uff08\u9760\u8fd1\u6444\u50cf\u5934\u7aef\uff09\u7684\u9ad8\u6027\u80fd\u667a\u80fd\u7ec8\u7aef\u3002\u5c31\u50cf\u7ed9\u666e\u901a\u6444\u50cf\u5934\u88c5\u4e0a\u4e86\u201c\u8d85\u7ea7\u5927\u8111\u201d\uff0c\u80fd\u5728\u672c\u5730\u5b9e\u65f6\u5904\u7406\u6d77\u91cf\u89c6\u9891\u6570\u636e\uff0c\u65e0\u9700\u5168\u90e8\u4e0a\u4f20\u4e91\u7aef\u3002\u8be5\u8bbe\u5907\u5177\u5907\u9ad8\u7b97\u529b\u3001\u63a5\u53e3\u4e30\u5bcc\u3001\u7cfb\u7edf\u5f00\u653e\u7b49\u7279\u70b9\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5de5\u5382\u3001\u56ed\u533a\u3001\u5de5\u5730\u7b49\u573a\u666f\uff0c\u5b9e\u73b0\u5bf9\u4eba\u3001\u8f66\u3001\u7269\u3001\u4e8b\u768424\u5c0f\u65f6\u5168\u81ea\u52a8\u667a\u80fd\u76d1\u7ba1\u3002<\/span><\/strong><\/p>\n

\n

\u7acb\u5373\u54a8\u8be2<\/a><\/p>\n

\u66f4\u591a\u65b9\u6848\u2026<\/a><\/strong>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u66f4\u591a\u4ea7\u54c1\u2026<\/strong><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n

 <\/p>\n

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